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Methodology · V2 Evidence

How VYRDICT scores the hype — and shows its work.

A VYRDICT score is an index on a 0–100 scale. A Viral Score of 96 means 96/100 on the VYRDICT Viral Index; it does not mean “96% of the internet thinks this is viral.” Every V2 score is built from documented signals and linked evidence.

Source → signal → formula → score
01

Viral Score

Measures the strength of current attention around the exact product. The component scores are normalized editorial/data signals based on documented evidence, not percentages of all TikTok or Instagram posts.

Viral formula40% Social Momentum + 35% Search & Demand + 25% Creator Spread
40%
SOCIAL
35%
SEARCH & DEMAND
25%
CREATOR
02

Worth Score

Measures whether the evidence suggests the product delivers enough real-world value to justify its price and hype. Virality is deliberately a small part of Worth.

Worth formula45% Consumer + 30% Value + 15% Momentum + 10% Viral − 15% Hype Risk
Inside Consumer50% Review Sentiment + 30% Rating Strength + 20% Repeat Use
Inside Value60% Price/Value + 40% Category Value
Hype Risk70% Promotional Saturation + 30% Caveat/Controversy
The evidence standard

We do not want you to trust a number blindly.

For V2 products, every score-driving claim is tied to a source record showing what was observed, when it was checked, what part of the score it supports, and the source URL wherever a public URL exists.

Virality evidence

Current social/trend reporting, creator spread, search or demand evidence, sustained momentum, bestseller or sell-through corroboration where relevant.

Consumer evidence

Verified-buyer ratings and reviews, repeat-use signals, independent testing, recurring complaints and real-use caveats.

Product & value evidence

Official specifications, ingredients or features, price, product identity, retailer data and category-relative value.

1 · SourceExact URL, publisher, date and claim.
2 · Signal0–100 normalized component with a written rationale.
3 · FormulaPublished VYRDICT weights calculate the composite.
4 · ScoreViral /100, Worth /100, verdict and confidence.
Confidence

Not every evidence set is equally strong.

V2 publishing uses an evidence gate. New products cannot publish with only a manually entered final score.

High confidenceAll required evidence buckets, all 11 score inputs, at least 4 linked source URLs and at least 3 different source domains.
Medium confidenceAll required evidence buckets, all 11 score inputs, at least 3 linked source URLs and at least 2 different source domains.
Low / incompleteDoes not meet the V2 publication gate. It must be researched further before a new product can be published.
Worth Score bands

What the verdict labels mean.

The verdict comes from Worth, not fame.

90–100ExceptionalVery strong value and consumer evidence.
80–89Worth the HypeStrong overall evidence for buying.
70–79Mostly Worth ItGood, with meaningful caveats.
60–69MixedEvidence is less convincing than the attention.
<60Overhyped / SkipWeak value relative to the hype, price or risks.
🚩 Viral ≠ worth it

The Skip List.

The Skip List identifies products whose attention substantially outruns their Worth evidence.

Skip List ruleViral 90+
Worth <70

This is an evidence-based VYRDICT editorial/data assessment, not a claim that a product is unsafe or universally bad.

Freshness

Evidence expires too.

Trends, prices, reviews and products change. VYRDICT stores verification dates and review timing so a score can be rechecked instead of treated as permanent.

Verification dates

V2 evidence records carry observation/verification timing, while products have last-verified and next-review dates.

No fake precision

If we cannot support a component strongly, the confidence level should fall. If an exact image, retailer or source cannot be verified, we would rather leave it incomplete than invent evidence.

V1 → V2 rollout

The catalog is being upgraded.

Older VYRDICT products were researched under the original structured editorial methodology. We are migrating them into the V2 evidence ledger product by product. A V2 evidence badge means the product has passed the stricter source-linked standard described above.

Important context

VYRDICT signal scores involve structured editorial normalization of evidence. They are not laboratory measurements, platform-wide percentages, medical advice or guarantees of an individual result. For health, skincare and wellness claims, stronger independent or clinical evidence may be required depending on the claim.